Bureau Profiling Report

Dataset statistics

Number of variables	17
Number of observations	1716428
Missing cells	3939947
Missing cells (%)	13.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	222.6 MiB
Average record size in memory	136.0 B

Variable types

Numeric	14
Categorical	3

Alerts

`AMT_CREDIT_SUM_DEBT` is highly overall correlated with `DAYS_CREDIT_ENDDATE` and 1 other fields	High correlation
`AMT_CREDIT_SUM_OVERDUE` is highly overall correlated with `CREDIT_DAY_OVERDUE`	High correlation
`CREDIT_DAY_OVERDUE` is highly overall correlated with `AMT_CREDIT_SUM_OVERDUE`	High correlation
`DAYS_CREDIT` is highly overall correlated with `DAYS_CREDIT_ENDDATE` and 2 other fields	High correlation
`DAYS_CREDIT_ENDDATE` is highly overall correlated with `AMT_CREDIT_SUM_DEBT` and 3 other fields	High correlation
`DAYS_CREDIT_UPDATE` is highly overall correlated with `AMT_CREDIT_SUM_DEBT` and 3 other fields	High correlation
`DAYS_ENDDATE_FACT` is highly overall correlated with `DAYS_CREDIT` and 2 other fields	High correlation
`CREDIT_ACTIVE` is highly imbalanced (50.9%)	Imbalance
`CREDIT_CURRENCY` is highly imbalanced (99.5%)	Imbalance
`CREDIT_TYPE` is highly imbalanced (72.7%)	Imbalance
`DAYS_CREDIT_ENDDATE` has 105553 (6.1%) missing values	Missing
`DAYS_ENDDATE_FACT` has 633653 (36.9%) missing values	Missing
`AMT_CREDIT_MAX_OVERDUE` has 1124488 (65.5%) missing values	Missing
`AMT_CREDIT_SUM_DEBT` has 257669 (15.0%) missing values	Missing
`AMT_CREDIT_SUM_LIMIT` has 591780 (34.5%) missing values	Missing
`AMT_ANNUITY` has 1226791 (71.5%) missing values	Missing
`CREDIT_DAY_OVERDUE` is highly skewed (γ1 = 55.93100542)	Skewed
`AMT_CREDIT_MAX_OVERDUE` is highly skewed (γ1 = 470.9138195)	Skewed
`CNT_CREDIT_PROLONG` is highly skewed (γ1 = 20.31927659)	Skewed
`AMT_CREDIT_SUM` is highly skewed (γ1 = 124.5860969)	Skewed
`AMT_CREDIT_SUM_DEBT` is highly skewed (γ1 = 36.41453834)	Skewed
`AMT_CREDIT_SUM_OVERDUE` is highly skewed (γ1 = 403.2418584)	Skewed
`AMT_ANNUITY` is highly skewed (γ1 = 212.5431248)	Skewed
`SK_ID_BUREAU` has unique values	Unique
`CREDIT_DAY_OVERDUE` has 1712211 (99.8%) zeros	Zeros
`AMT_CREDIT_MAX_OVERDUE` has 470650 (27.4%) zeros	Zeros
`CNT_CREDIT_PROLONG` has 1707314 (99.5%) zeros	Zeros
`AMT_CREDIT_SUM` has 66582 (3.9%) zeros	Zeros
`AMT_CREDIT_SUM_DEBT` has 1016434 (59.2%) zeros	Zeros
`AMT_CREDIT_SUM_LIMIT` has 1050142 (61.2%) zeros	Zeros
`AMT_CREDIT_SUM_OVERDUE` has 1712270 (99.8%) zeros	Zeros
`AMT_ANNUITY` has 256915 (15.0%) zeros	Zeros

Reproduction

Analysis started	2025-01-18 11:52:17.160309
Analysis finished	2025-01-18 11:54:27.884371
Duration	2 minutes and 10.72 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

SK_ID_CURR
Real number (ℝ)

Distinct	305811
Distinct (%)	17.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	278214.93

Minimum	100001
Maximum	456255
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	13.1 MiB

Quantile statistics

Minimum	100001
5-th percentile	117919
Q1	188866.75
median	278055
Q3	367426
95-th percentile	438632
Maximum	456255
Range	356254
Interquartile range (IQR)	178559.25

Descriptive statistics

Standard deviation	102938.56
Coefficient of variation (CV)	0.36999652
Kurtosis	-1.2027765
Mean	278214.93
Median Absolute Deviation (MAD)	89275
Skewness	0.0010628877
Sum	4.775359 × 10¹¹
Variance	1.0596347 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120860	116	< 0.1%
169704	94	< 0.1%
318065	78	< 0.1%
251643	61	< 0.1%
425396	60	< 0.1%
295809	59	< 0.1%
129843	58	< 0.1%
385133	57	< 0.1%
177014	56	< 0.1%
280155	55	< 0.1%
Other values (305801)	1715734	> 99.9%

Value	Count	Frequency (%)
100001	7	< 0.1%
100002	8	< 0.1%
100003	4	< 0.1%
100004	2	< 0.1%
100005	3	< 0.1%
100007	1	< 0.1%
100008	3	< 0.1%
100009	18	< 0.1%
100010	2	< 0.1%
100011	4	< 0.1%

Value	Count	Frequency (%)
456255	11	< 0.1%
456254	1	< 0.1%
456253	4	< 0.1%
456250	3	< 0.1%
456249	13	< 0.1%
456247	11	< 0.1%
456246	3	< 0.1%
456244	23	< 0.1%
456243	7	< 0.1%
456242	1	< 0.1%

SK_ID_BUREAU
Real number (ℝ)

Unique

Distinct	1716428
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5924434.5

Minimum	5000000
Maximum	6843457
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	13.1 MiB

Quantile statistics

Minimum	5000000
5-th percentile	5092405.3
Q1	5463953.8
median	5926303.5
Q3	6385681.2
95-th percentile	6751974.7
Maximum	6843457
Range	1843457
Interquartile range (IQR)	921727.5

Descriptive statistics

Standard deviation	532265.73
Coefficient of variation (CV)	0.089842453
Kurtosis	-1.1990158
Mean	5924434.5
Median Absolute Deviation (MAD)	460849.5
Skewness	-0.0074978321
Sum	1.0168865 × 10¹³
Variance	2.8330681 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5714462	1	< 0.1%
6758530	1	< 0.1%
6758496	1	< 0.1%
6758495	1	< 0.1%
6758494	1	< 0.1%
6758493	1	< 0.1%
6758492	1	< 0.1%
6758491	1	< 0.1%
6758490	1	< 0.1%
6758489	1	< 0.1%
Other values (1716418)	1716418	> 99.9%

Value	Count	Frequency (%)
5000000	1	< 0.1%
5000001	1	< 0.1%
5000002	1	< 0.1%
5000003	1	< 0.1%
5000004	1	< 0.1%
5000005	1	< 0.1%
5000006	1	< 0.1%
5000009	1	< 0.1%
5000010	1	< 0.1%
5000011	1	< 0.1%

Value	Count	Frequency (%)
6843457	1	< 0.1%
6843456	1	< 0.1%
6843455	1	< 0.1%
6843454	1	< 0.1%
6843453	1	< 0.1%
6843452	1	< 0.1%
6843451	1	< 0.1%
6843450	1	< 0.1%
6843447	1	< 0.1%
6843446	1	< 0.1%

CREDIT_ACTIVE
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.1 MiB

Closed	1079273
Active	630607
Sold	6527
Bad debt	21

Length

Max length	8
Median length	6
Mean length	5.9924191
Min length	4

Characters and Unicode

Total characters	10285556
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Closed
2nd row	Active
3rd row	Active
4th row	Active
5th row	Active

Common Values

Value	Count	Frequency (%)
Closed	1079273	62.9%
Active	630607	36.7%
Sold	6527	0.4%
Bad debt	21	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
closed	1079273	62.9%
active	630607	36.7%
sold	6527	0.4%
bad	21	< 0.1%
debt	21	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	1709901	16.6%
d	1085842	10.6%
l	1085800	10.6%
o	1085800	10.6%
C	1079273	10.5%
s	1079273	10.5%
t	630628	6.1%
A	630607	6.1%
c	630607	6.1%
i	630607	6.1%
Other values (6)	637218	6.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	8569107	83.3%
Uppercase Letter	1716428	16.7%
Space Separator	21	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1709901	20.0%
d	1085842	12.7%
l	1085800	12.7%
o	1085800	12.7%
s	1079273	12.6%
t	630628	7.4%
c	630607	7.4%
i	630607	7.4%
v	630607	7.4%
a	21	< 0.1%

Uppercase Letter

Value	Count	Frequency (%)
C	1079273	62.9%
A	630607	36.7%
S	6527	0.4%
B	21	< 0.1%

Space Separator

Value	Count	Frequency (%)
	21	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10285535	> 99.9%
Common	21	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1709901	16.6%
d	1085842	10.6%
l	1085800	10.6%
o	1085800	10.6%
C	1079273	10.5%
s	1079273	10.5%
t	630628	6.1%
A	630607	6.1%
c	630607	6.1%
i	630607	6.1%
Other values (5)	637197	6.2%

Common

Value	Count	Frequency (%)
	21	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10285556	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	1709901	16.6%
d	1085842	10.6%
l	1085800	10.6%
o	1085800	10.6%
C	1079273	10.5%
s	1079273	10.5%
t	630628	6.1%
A	630607	6.1%
c	630607	6.1%
i	630607	6.1%
Other values (6)	637218	6.2%

CREDIT_CURRENCY
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.1 MiB

currency 1	1715020
currency 2	1224
currency 3	174
currency 4	10

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	17164280
Distinct characters	11
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	currency 1
2nd row	currency 1
3rd row	currency 1
4th row	currency 1
5th row	currency 1

Common Values

Value	Count	Frequency (%)
currency 1	1715020	99.9%
currency 2	1224	0.1%
currency 3	174	< 0.1%
currency 4	10	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
currency	1716428	50.0%
1	1715020	50.0%
2	1224	< 0.1%
3	174	< 0.1%
4	10	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
c	3432856	20.0%
r	3432856	20.0%
u	1716428	10.0%
e	1716428	10.0%
n	1716428	10.0%
y	1716428	10.0%
	1716428	10.0%
1	1715020	10.0%
2	1224	< 0.1%
3	174	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	13731424	80.0%
Space Separator	1716428	10.0%
Decimal Number	1716428	10.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
c	3432856	25.0%
r	3432856	25.0%
u	1716428	12.5%
e	1716428	12.5%
n	1716428	12.5%
y	1716428	12.5%

Decimal Number

Value	Count	Frequency (%)
1	1715020	99.9%
2	1224	0.1%
3	174	< 0.1%
4	10	< 0.1%

Space Separator

Value	Count	Frequency (%)
	1716428	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	13731424	80.0%
Common	3432856	20.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
c	3432856	25.0%
r	3432856	25.0%
u	1716428	12.5%
e	1716428	12.5%
n	1716428	12.5%
y	1716428	12.5%

Common

Value	Count	Frequency (%)
	1716428	50.0%
1	1715020	50.0%
2	1224	< 0.1%
3	174	< 0.1%
4	10	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17164280	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
c	3432856	20.0%
r	3432856	20.0%
u	1716428	10.0%
e	1716428	10.0%
n	1716428	10.0%
y	1716428	10.0%
	1716428	10.0%
1	1715020	10.0%
2	1224	< 0.1%
3	174	< 0.1%

DAYS_CREDIT
Real number (ℝ)

High correlation

Distinct	2923
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1142.1077

Minimum	-2922
Maximum	0
Zeros	25
Zeros (%)	< 0.1%
Negative	1716403
Negative (%)	> 99.9%
Memory size	13.1 MiB

Quantile statistics

Minimum	-2922
5-th percentile	-2665
Q1	-1666
median	-987
Q3	-474
95-th percentile	-125
Maximum	0
Range	2922
Interquartile range (IQR)	1192

Descriptive statistics

Standard deviation	795.16493
Coefficient of variation (CV)	-0.69622588
Kurtosis	-0.73544529
Mean	-1142.1077
Median Absolute Deviation (MAD)	570
Skewness	-0.58234905
Sum	-1.9603456 × 10⁹
Variance	632287.26
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-364	1330	0.1%
-336	1248	0.1%
-273	1238	0.1%
-357	1218	0.1%
-343	1203	0.1%
-315	1202	0.1%
-371	1196	0.1%
-365	1194	0.1%
-210	1193	0.1%
-245	1192	0.1%
Other values (2913)	1704214	99.3%

Value	Count	Frequency (%)
-2922	278	< 0.1%
-2921	283	< 0.1%
-2920	317	< 0.1%
-2919	344	< 0.1%
-2918	329	< 0.1%
-2917	292	< 0.1%
-2916	296	< 0.1%
-2915	299	< 0.1%
-2914	317	< 0.1%
-2913	317	< 0.1%

Value	Count	Frequency (%)
0	25	< 0.1%
-1	17	< 0.1%
-2	42	< 0.1%
-3	74	< 0.1%
-4	113	< 0.1%
-5	146	< 0.1%
-6	184	< 0.1%
-7	251	< 0.1%
-8	319	< 0.1%
-9	298	< 0.1%

CREDIT_DAY_OVERDUE
Real number (ℝ)

High correlation Skewed Zeros

Distinct	942
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.81816656

Minimum	0
Maximum	2792
Zeros	1712211
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	13.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2792
Range	2792
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	36.544428
Coefficient of variation (CV)	44.666245
Kurtosis	3374.4841
Mean	0.81816656
Median Absolute Deviation (MAD)	0
Skewness	55.931005
Sum	1404324
Variance	1335.4952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1712211	99.8%
30	311	< 0.1%
60	126	< 0.1%
8	103	< 0.1%
13	103	< 0.1%
9	93	< 0.1%
7	92	< 0.1%
14	91	< 0.1%
17	77	< 0.1%
11	75	< 0.1%
Other values (932)	3146	0.2%

Value	Count	Frequency (%)
0	1712211	99.8%
1	5	< 0.1%
2	18	< 0.1%
3	29	< 0.1%
4	46	< 0.1%
5	51	< 0.1%
6	59	< 0.1%
7	92	< 0.1%
8	103	< 0.1%
9	93	< 0.1%

Value	Count	Frequency (%)
2792	1	< 0.1%
2781	1	< 0.1%
2776	1	< 0.1%
2770	1	< 0.1%
2766	1	< 0.1%
2765	1	< 0.1%
2754	1	< 0.1%
2703	1	< 0.1%
2700	1	< 0.1%
2693	1	< 0.1%

DAYS_CREDIT_ENDDATE
Real number (ℝ)

High correlation Missing

Distinct	14096
Distinct (%)	0.9%
Missing	105553
Missing (%)	6.1%
Infinite	0
Infinite (%)	0.0%
Mean	510.51736

Minimum	-42060
Maximum	31199
Zeros	883
Zeros (%)	0.1%
Negative	1007389
Negative (%)	58.7%
Memory size	13.1 MiB

Quantile statistics

Minimum	-42060
5-th percentile	-2262
Q1	-1138
median	-330
Q3	474
95-th percentile	2623
Maximum	31199
Range	73259
Interquartile range (IQR)	1612

Descriptive statistics

Standard deviation	4994.2198
Coefficient of variation (CV)	9.782664
Kurtosis	28.180287
Mean	510.51736
Median Absolute Deviation (MAD)	806
Skewness	5.1271335
Sum	8.2237966 × 10⁸
Variance	24942232
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	883	0.1%
3	845	< 0.1%
-7	837	< 0.1%
1	830	< 0.1%
-14	787	< 0.1%
-10	782	< 0.1%
4	777	< 0.1%
-2	772	< 0.1%
-1	771	< 0.1%
-42	768	< 0.1%
Other values (14086)	1602823	93.4%
(Missing)	105553	6.1%

Value	Count	Frequency (%)
-42060	1	< 0.1%
-42056	1	< 0.1%
-42042	3	< 0.1%
-42041	1	< 0.1%
-42013	1	< 0.1%
-41938	1	< 0.1%
-41920	1	< 0.1%
-41910	1	< 0.1%
-41905	1	< 0.1%
-41899	1	< 0.1%

Value	Count	Frequency (%)
31199	1	< 0.1%
31198	89	< 0.1%
31197	63	< 0.1%
31196	50	< 0.1%
31195	103	< 0.1%
31194	122	< 0.1%
31193	150	< 0.1%
31192	110	< 0.1%
31191	108	< 0.1%
31190	90	< 0.1%

DAYS_ENDDATE_FACT
Real number (ℝ)

High correlation Missing

Distinct	2917
Distinct (%)	0.3%
Missing	633653
Missing (%)	36.9%
Infinite	0
Infinite (%)	0.0%
Mean	-1017.4371

Minimum	-42023
Maximum	0
Zeros	64
Zeros (%)	< 0.1%
Negative	1082711
Negative (%)	63.1%
Memory size	13.1 MiB

Quantile statistics

Minimum	-42023
5-th percentile	-2393
Q1	-1489
median	-897
Q3	-425
95-th percentile	-94
Maximum	0
Range	42023
Interquartile range (IQR)	1064

Descriptive statistics

Standard deviation	714.01063
Coefficient of variation (CV)	-0.70177369
Kurtosis	9.4091943
Mean	-1017.4371
Median Absolute Deviation (MAD)	513
Skewness	-0.77475383
Sum	-1.1016555 × 10⁹
Variance	509811.17
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-329	811	< 0.1%
-273	794	< 0.1%
-301	791	< 0.1%
-91	785	< 0.1%
-154	783	< 0.1%
-84	783	< 0.1%
-182	782	< 0.1%
-238	778	< 0.1%
-210	778	< 0.1%
-350	773	< 0.1%
Other values (2907)	1074917	62.6%
(Missing)	633653	36.9%

Value	Count	Frequency (%)
-42023	1	< 0.1%
-3042	1	< 0.1%
-2922	1	< 0.1%
-2919	1	< 0.1%
-2917	1	< 0.1%
-2916	2	< 0.1%
-2915	2	< 0.1%
-2914	2	< 0.1%
-2913	1	< 0.1%
-2912	2	< 0.1%

Value	Count	Frequency (%)
0	64	< 0.1%
-1	217	< 0.1%
-2	162	< 0.1%
-3	223	< 0.1%
-4	265	< 0.1%
-5	373	< 0.1%
-6	369	< 0.1%
-7	429	< 0.1%
-8	411	< 0.1%
-9	414	< 0.1%

AMT_CREDIT_MAX_OVERDUE
Real number (ℝ)

Missing Skewed Zeros

Distinct	68251
Distinct (%)	11.5%
Missing	1124488
Missing (%)	65.5%
Infinite	0
Infinite (%)	0.0%
Mean	3825.4177

Minimum	0
Maximum	1.1598718 × 10⁸
Zeros	470650
Zeros (%)	27.4%
Negative	0
Negative (%)	0.0%
Memory size	13.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	14220.452
Maximum	1.1598718 × 10⁸
Range	1.1598718 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	206031.61
Coefficient of variation (CV)	53.858591
Kurtosis	245696.92
Mean	3825.4177
Median Absolute Deviation (MAD)	0
Skewness	470.91382
Sum	2.2644177 × 10⁹
Variance	4.2449023 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	470650	27.4%
1440	688	< 0.1%
225	405	< 0.1%
45	377	< 0.1%
4.5	315	< 0.1%
90	222	< 0.1%
4500	220	< 0.1%
2700	192	< 0.1%
9000	192	< 0.1%
5400	189	< 0.1%
Other values (68241)	118490	6.9%
(Missing)	1124488	65.5%

Value	Count	Frequency (%)
0	470650	27.4%
0.045	17	< 0.1%
0.09	4	< 0.1%
0.135	12	< 0.1%
0.18	5	< 0.1%
0.225	6	< 0.1%
0.27	2	< 0.1%
0.315	8	< 0.1%
0.36	4	< 0.1%
0.405	6	< 0.1%

Value	Count	Frequency (%)
115987185	1	< 0.1%
94812246	1	< 0.1%
16950010.5	1	< 0.1%
14111390.7	1	< 0.1%
13975258.5	1	< 0.1%
13766418	1	< 0.1%
13144527	1	< 0.1%
11478060	1	< 0.1%
11246044.5	1	< 0.1%
10861812	1	< 0.1%

CNT_CREDIT_PROLONG
Real number (ℝ)

Skewed Zeros

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0064104058

Minimum	0
Maximum	9
Zeros	1707314
Zeros (%)	99.5%
Negative	0
Negative (%)	0.0%
Memory size	13.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.096223906
Coefficient of variation (CV)	15.010579
Kurtosis	615.43877
Mean	0.0064104058
Median Absolute Deviation (MAD)	0
Skewness	20.319277
Sum	11003
Variance	0.00925904
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1707314	99.5%
1	7620	0.4%
2	1222	0.1%
3	191	< 0.1%
4	54	< 0.1%
5	21	< 0.1%
9	2	< 0.1%
6	2	< 0.1%
8	1	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
0	1707314	99.5%
1	7620	0.4%
2	1222	0.1%
3	191	< 0.1%
4	54	< 0.1%
5	21	< 0.1%
6	2	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
9	2	< 0.1%
8	1	< 0.1%
7	1	< 0.1%
6	2	< 0.1%
5	21	< 0.1%
4	54	< 0.1%
3	191	< 0.1%
2	1222	0.1%
1	7620	0.4%
0	1707314	99.5%

AMT_CREDIT_SUM
Real number (ℝ)

Skewed Zeros

Distinct	236708
Distinct (%)	13.8%
Missing	13
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	354994.59

Minimum	0
Maximum	5.85 × 10⁸
Zeros	66582
Zeros (%)	3.9%
Negative	0
Negative (%)	0.0%
Memory size	13.1 MiB

Quantile statistics

Minimum	0
5-th percentile	11250
Q1	51300
median	125518.5
Q3	315000
95-th percentile	1350000
Maximum	5.85 × 10⁸
Range	5.85 × 10⁸
Interquartile range (IQR)	263700

Descriptive statistics

Standard deviation	1149811.3
Coefficient of variation (CV)	3.2389545
Kurtosis	49315.967
Mean	354994.59
Median Absolute Deviation (MAD)	93451.5
Skewness	124.5861
Sum	6.0931804 × 10¹¹
Variance	1.3220661 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	66582	3.9%
225000	57608	3.4%
135000	50195	2.9%
450000	37156	2.2%
90000	36940	2.2%
180000	28840	1.7%
45000	26570	1.5%
67500	25444	1.5%
270000	22467	1.3%
675000	20581	1.2%
Other values (236698)	1344032	78.3%

Value	Count	Frequency (%)
0	66582	3.9%
0.45	80	< 0.1%
2.565	1	< 0.1%
4.5	546	< 0.1%
9	10	< 0.1%
13.5	13	< 0.1%
14.13	1	< 0.1%
18	3	< 0.1%
21.645	1	< 0.1%
22.5	2	< 0.1%

Value	Count	Frequency (%)
585000000	1	< 0.1%
396000000	1	< 0.1%
170100000	1	< 0.1%
164032200	1	< 0.1%
146958507	1	< 0.1%
142290000	1	< 0.1%
135000000	3	< 0.1%
132750000	6	< 0.1%
112500000	1	< 0.1%
106745400	1	< 0.1%

AMT_CREDIT_SUM_DEBT
Real number (ℝ)

High correlation Missing Skewed Zeros

Distinct	226537
Distinct (%)	15.5%
Missing	257669
Missing (%)	15.0%
Infinite	0
Infinite (%)	0.0%
Mean	137085.12

Minimum	-4705600.3
Maximum	1.701 × 10⁸
Zeros	1016434
Zeros (%)	59.2%
Negative	8418
Negative (%)	0.5%
Memory size	13.1 MiB

Quantile statistics

Minimum	-4705600.3
5-th percentile	0
Q1	0
median	0
Q3	40153.5
95-th percentile	628902.45
Maximum	1.701 × 10⁸
Range	1.748056 × 10⁸
Interquartile range (IQR)	40153.5

Descriptive statistics

Standard deviation	677401.13
Coefficient of variation (CV)	4.9414636
Kurtosis	5673.4343
Mean	137085.12
Median Absolute Deviation (MAD)	0
Skewness	36.414538
Sum	1.9997415 × 10¹¹
Variance	4.5887229 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1016434	59.2%
4.5	653	< 0.1%
-450	543	< 0.1%
135000	344	< 0.1%
90000	320	< 0.1%
45000	316	< 0.1%
22500	307	< 0.1%
67500	238	< 0.1%
225000	237	< 0.1%
13500	205	< 0.1%
Other values (226527)	439162	25.6%
(Missing)	257669	15.0%

Value	Count	Frequency (%)
-4705600.32	1	< 0.1%
-3109510.98	1	< 0.1%
-2796723.72	1	< 0.1%
-2273021.73	1	< 0.1%
-2167229.34	1	< 0.1%
-2089184.31	1	< 0.1%
-2014753.455	1	< 0.1%
-1764858.06	1	< 0.1%
-1354875.615	1	< 0.1%
-1093553.235	1	< 0.1%

Value	Count	Frequency (%)
170100000	1	< 0.1%
164032200	1	< 0.1%
65441403	1	< 0.1%
64570243.5	1	< 0.1%
62218953	1	< 0.1%
59637690	1	< 0.1%
51750000	1	< 0.1%
51365155.5	1	< 0.1%
47406861	1	< 0.1%
44968383	1	< 0.1%

AMT_CREDIT_SUM_LIMIT
Real number (ℝ)

Missing Zeros

Distinct	51726
Distinct (%)	4.6%
Missing	591780
Missing (%)	34.5%
Infinite	0
Infinite (%)	0.0%
Mean	6229.515

Minimum	-586406.11
Maximum	4705600.3
Zeros	1050142
Zeros (%)	61.2%
Negative	351
Negative (%)	< 0.1%
Memory size	13.1 MiB

Quantile statistics

Minimum	-586406.11
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5736.0667
Maximum	4705600.3
Range	5292006.4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	45032.031
Coefficient of variation (CV)	7.2288182
Kurtosis	796.09609
Mean	6229.515
Median Absolute Deviation (MAD)	0
Skewness	18.026914
Sum	7.0060116 × 10⁹
Variance	2.0278839 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1050142	61.2%
135000	2178	0.1%
4500	1474	0.1%
45000	1335	0.1%
90000	974	0.1%
13500	833	< 0.1%
22500	766	< 0.1%
225000	757	< 0.1%
67500	678	< 0.1%
450000	558	< 0.1%
Other values (51716)	64953	3.8%
(Missing)	591780	34.5%

Value	Count	Frequency (%)
-586406.115	1	< 0.1%
-401346.945	1	< 0.1%
-399166.875	1	< 0.1%
-372598.245	1	< 0.1%
-316391.895	1	< 0.1%
-255704.355	1	< 0.1%
-250138.845	1	< 0.1%
-234151.065	1	< 0.1%
-223123.05	1	< 0.1%
-216620.01	1	< 0.1%

Value	Count	Frequency (%)
4705600.32	1	< 0.1%
4500000	2	< 0.1%
4443255	1	< 0.1%
3555065.655	1	< 0.1%
3375000	2	< 0.1%
3109510.98	1	< 0.1%
3037500	1	< 0.1%
2801223.72	1	< 0.1%
2700000	2	< 0.1%
2648700	1	< 0.1%

AMT_CREDIT_SUM_OVERDUE
Real number (ℝ)

High correlation Skewed Zeros

Distinct	1616
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.912758

Minimum	0
Maximum	3756681
Zeros	1712270
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	13.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	3756681
Range	3756681
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5937.65
Coefficient of variation (CV)	156.61351
Kurtosis	211836.85
Mean	37.912758
Median Absolute Deviation (MAD)	0
Skewness	403.24186
Sum	65074519
Variance	35255688
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1712270	99.8%
4.5	301	< 0.1%
9	107	< 0.1%
13.5	81	< 0.1%
18	72	< 0.1%
22.5	60	< 0.1%
45	56	< 0.1%
27	52	< 0.1%
36	50	< 0.1%
31.5	48	< 0.1%
Other values (1606)	3331	0.2%

Value	Count	Frequency (%)
0	1712270	99.8%
0.045	3	< 0.1%
0.27	3	< 0.1%
0.315	1	< 0.1%
0.36	3	< 0.1%
0.675	1	< 0.1%
0.72	1	< 0.1%
0.765	1	< 0.1%
0.81	1	< 0.1%
0.855	1	< 0.1%

Value	Count	Frequency (%)
3756681	1	< 0.1%
3681063	1	< 0.1%
2387232	1	< 0.1%
1851210	1	< 0.1%
1617403.5	1	< 0.1%
1361214	1	< 0.1%
1329597	1	< 0.1%
1224474.885	1	< 0.1%
1125733.5	1	< 0.1%
1097437.5	1	< 0.1%

CREDIT_TYPE
Categorical

Imbalance

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.1 MiB

Consumer credit	1251615
Credit card	402195
Car loan	27690
Mortgage	18391
Microloan	12413
Other values (10)	4124

Length

Max length	44
Median length	15
Mean length	13.858992
Min length	8

Characters and Unicode

Total characters	23787962
Distinct characters	34
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	Consumer credit
2nd row	Credit card
3rd row	Consumer credit
4th row	Credit card
5th row	Consumer credit

Common Values

Value	Count	Frequency (%)
Consumer credit	1251615	72.9%
Credit card	402195	23.4%
Car loan	27690	1.6%
Mortgage	18391	1.1%
Microloan	12413	0.7%
Loan for business development	1975	0.1%
Another type of loan	1017	0.1%
Unknown type of loan	555	< 0.1%
Loan for working capital replenishment	469	< 0.1%
Cash loan (non-earmarked)	56	< 0.1%
Other values (5)	52	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
credit	1653811	48.5%
consumer	1251615	36.7%
card	402195	11.8%
loan	31813	0.9%
car	27690	0.8%
mortgage	18391	0.5%
microloan	12413	0.4%
for	2467	0.1%
business	1975	0.1%
development	1975	0.1%
Other values (20)	6388	0.2%

Most occurring characters

Value	Count	Frequency (%)
r	3370683	14.2%
e	2935997	12.3%
d	2058041	8.7%
	1694305	7.1%
C	1681556	7.1%
t	1677798	7.1%
i	1669634	7.0%
c	1666716	7.0%
o	1334782	5.6%
n	1304025	5.5%
Other values (24)	4394425	18.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	20377053	85.7%
Uppercase Letter	1716428	7.2%
Space Separator	1694305	7.1%
Open Punctuation	60	< 0.1%
Close Punctuation	60	< 0.1%
Dash Punctuation	56	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	3370683	16.5%
e	2935997	14.4%
d	2058041	10.1%
t	1677798	8.2%
i	1669634	8.2%
c	1666716	8.2%
o	1334782	6.6%
n	1304025	6.4%
s	1258123	6.2%
m	1254138	6.2%
Other values (13)	1847116	9.1%

Uppercase Letter

Value	Count	Frequency (%)
C	1681556	98.0%
M	30805	1.8%
L	2467	0.1%
A	1017	0.1%
U	555	< 0.1%
R	27	< 0.1%
I	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	1694305	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	60	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	60	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	56	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	22093481	92.9%
Common	1694481	7.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	3370683	15.3%
e	2935997	13.3%
d	2058041	9.3%
C	1681556	7.6%
t	1677798	7.6%
i	1669634	7.6%
c	1666716	7.5%
o	1334782	6.0%
n	1304025	5.9%
s	1258123	5.7%
Other values (20)	3136126	14.2%

Common

Value	Count	Frequency (%)
	1694305	> 99.9%
(	60	< 0.1%
)	60	< 0.1%
-	56	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23787962	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	3370683	14.2%
e	2935997	12.3%
d	2058041	8.7%
	1694305	7.1%
C	1681556	7.1%
t	1677798	7.1%
i	1669634	7.0%
c	1666716	7.0%
o	1334782	5.6%
n	1304025	5.5%
Other values (24)	4394425	18.5%

DAYS_CREDIT_UPDATE
Real number (ℝ)

High correlation

Distinct	2982
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-593.74832

Minimum	-41947
Maximum	372
Zeros	605
Zeros (%)	< 0.1%
Negative	1715806
Negative (%)	> 99.9%
Memory size	13.1 MiB

Quantile statistics

Minimum	-41947
5-th percentile	-2079
Q1	-908
median	-395
Q3	-33
95-th percentile	-8
Maximum	372
Range	42319
Interquartile range (IQR)	875

Descriptive statistics

Standard deviation	720.74731
Coefficient of variation (CV)	-1.2138936
Kurtosis	596.37366
Mean	-593.74832
Median Absolute Deviation (MAD)	372
Skewness	-11.334995
Sum	-1.0191262 × 10⁹
Variance	519476.69
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-7	18503	1.1%
-8	18462	1.1%
-11	16975	1.0%
-15	16870	1.0%
-12	16827	1.0%
-10	16651	1.0%
-9	16546	1.0%
-13	16387	1.0%
-6	16281	0.9%
-14	16210	0.9%
Other values (2972)	1546716	90.1%

Value	Count	Frequency (%)
-41947	1	< 0.1%
-41946	2	< 0.1%
-41945	1	< 0.1%
-41943	2	< 0.1%
-41940	1	< 0.1%
-41936	2	< 0.1%
-41934	2	< 0.1%
-41933	1	< 0.1%
-41931	1	< 0.1%
-41926	1	< 0.1%

Value	Count	Frequency (%)
372	1	< 0.1%
23	2	< 0.1%
22	1	< 0.1%
20	2	< 0.1%
19	1	< 0.1%
16	1	< 0.1%
15	1	< 0.1%
14	1	< 0.1%
13	4	< 0.1%
12	1	< 0.1%

AMT_ANNUITY
Real number (ℝ)

Missing Skewed Zeros

Distinct	40321
Distinct (%)	8.2%
Missing	1226791
Missing (%)	71.5%
Infinite	0
Infinite (%)	0.0%
Mean	15712.758

Minimum	0
Maximum	1.1845342 × 10⁸
Zeros	256915
Zeros (%)	15.0%
Negative	0
Negative (%)	0.0%
Memory size	13.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	13500
95-th percentile	46571.4
Maximum	1.1845342 × 10⁸
Range	1.1845342 × 10⁸
Interquartile range (IQR)	13500

Descriptive statistics

Standard deviation	325826.95
Coefficient of variation (CV)	20.736459
Kurtosis	58560.694
Mean	15712.758
Median Absolute Deviation (MAD)	0
Skewness	212.54312
Sum	7.6935475 × 10⁹
Variance	1.061632 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	256915	15.0%
4500	5182	0.3%
13500	3147	0.2%
22500	2502	0.1%
9000	1725	0.1%
18000	1605	0.1%
45000	1593	0.1%
27000	1252	0.1%
2700	1208	0.1%
6750	1164	0.1%
Other values (40311)	213344	12.4%
(Missing)	1226791	71.5%

Value	Count	Frequency (%)
0	256915	15.0%
0.045	62	< 0.1%
0.315	1	< 0.1%
0.45	75	< 0.1%
1.395	1	< 0.1%
1.44	2	< 0.1%
1.8	1	< 0.1%
2.16	1	< 0.1%
3.375	1	< 0.1%
3.6	1	< 0.1%

Value	Count	Frequency (%)
118453423.5	1	< 0.1%
90632371.5	1	< 0.1%
59586682.5	1	< 0.1%
57476227.5	1	< 0.1%
56844981	1	< 0.1%
54562657.5	1	< 0.1%
45490630.5	1	< 0.1%
43286215.5	1	< 0.1%
42812998.2	1	< 0.1%
33784668	1	< 0.1%

	AMT_ANNUITY	AMT_CREDIT_MAX_OVERDUE	AMT_CREDIT_SUM	AMT_CREDIT_SUM_DEBT	AMT_CREDIT_SUM_LIMIT	AMT_CREDIT_SUM_OVERDUE	CNT_CREDIT_PROLONG	CREDIT_ACTIVE	CREDIT_CURRENCY	CREDIT_DAY_OVERDUE	CREDIT_TYPE	DAYS_CREDIT	DAYS_CREDIT_ENDDATE	DAYS_CREDIT_UPDATE	DAYS_ENDDATE_FACT	SK_ID_BUREAU	SK_ID_CURR
AMT_ANNUITY	1.000	0.056	0.255	0.379	0.120	0.018	0.017	0.000	0.046	0.020	0.000	0.187	0.269	0.284	0.004	-0.012	-0.002
AMT_CREDIT_MAX_OVERDUE	0.056	1.000	0.114	-0.004	0.012	0.066	0.063	0.006	0.055	0.066	0.023	-0.204	-0.070	-0.047	-0.114	-0.010	-0.002
AMT_CREDIT_SUM	0.255	0.114	1.000	0.446	-0.001	0.010	-0.019	0.000	0.026	0.010	0.006	0.126	0.401	0.313	0.181	0.003	0.001
AMT_CREDIT_SUM_DEBT	0.379	-0.004	0.446	1.000	0.090	0.050	0.021	0.013	0.038	0.049	0.071	0.461	0.609	0.645	0.031	0.008	-0.001
AMT_CREDIT_SUM_LIMIT	0.120	0.012	-0.001	0.090	1.000	-0.004	0.145	0.023	0.079	-0.005	0.023	0.090	0.172	0.188	0.016	-0.003	-0.000
AMT_CREDIT_SUM_OVERDUE	0.018	0.066	0.010	0.050	-0.004	1.000	0.002	0.028	0.000	0.934	0.005	0.016	0.026	0.038	-0.006	-0.002	0.001
CNT_CREDIT_PROLONG	0.017	0.063	-0.019	0.021	0.145	0.002	1.000	0.022	0.000	0.002	0.035	-0.029	0.068	0.026	0.008	-0.001	-0.000
CREDIT_ACTIVE	0.000	0.006	0.000	0.013	0.023	0.028	0.022	1.000	0.008	0.080	0.239	0.290	0.121	0.002	0.000	0.003	0.001
CREDIT_CURRENCY	0.046	0.055	0.026	0.038	0.079	0.000	0.000	0.008	1.000	0.000	0.042	0.025	0.006	0.000	0.000	0.001	0.001
CREDIT_DAY_OVERDUE	0.020	0.066	0.010	0.049	-0.005	0.934	0.002	0.080	0.000	1.000	0.002	0.012	0.022	0.035	-0.007	-0.002	0.001
CREDIT_TYPE	0.000	0.023	0.006	0.071	0.023	0.005	0.035	0.239	0.042	0.002	1.000	0.071	0.314	0.013	0.000	0.007	0.002
DAYS_CREDIT	0.187	-0.204	0.126	0.461	0.090	0.016	-0.029	0.290	0.025	0.012	0.071	1.000	0.742	0.744	0.874	0.011	0.000
DAYS_CREDIT_ENDDATE	0.269	-0.070	0.401	0.609	0.172	0.026	0.068	0.121	0.006	0.022	0.314	0.742	1.000	0.810	0.881	0.012	0.001
DAYS_CREDIT_UPDATE	0.284	-0.047	0.313	0.645	0.188	0.038	0.026	0.002	0.000	0.035	0.013	0.744	0.810	1.000	0.872	0.019	0.000
DAYS_ENDDATE_FACT	0.004	-0.114	0.181	0.031	0.016	-0.006	0.008	0.000	0.000	-0.007	0.000	0.874	0.881	0.872	1.000	0.016	-0.001
SK_ID_BUREAU	-0.012	-0.010	0.003	0.008	-0.003	-0.002	-0.001	0.003	0.001	-0.002	0.007	0.011	0.012	0.019	0.016	1.000	0.000
SK_ID_CURR	-0.002	-0.002	0.001	-0.001	-0.000	0.001	-0.000	0.001	0.001	0.001	0.002	0.000	0.001	0.000	-0.001	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	SK_ID_CURR	SK_ID_BUREAU	CREDIT_ACTIVE	CREDIT_CURRENCY	DAYS_CREDIT	DAYS_CREDIT_ENDDATE	DAYS_ENDDATE_FACT	AMT_CREDIT_MAX_OVERDUE	AMT_CREDIT_SUM	AMT_CREDIT_SUM_DEBT	AMT_CREDIT_SUM_LIMIT	CREDIT_TYPE	DAYS_CREDIT_UPDATE	AMT_ANNUITY
0	215354	5714462	Closed	currency 1	-497	-153.0	-153.0	NaN	91323.00	0.00	NaN	Consumer credit	-131	NaN
1	215354	5714463	Active	currency 1	-208	1075.0	NaN	NaN	225000.00	171342.00	NaN	Credit card	-20	NaN
2	215354	5714464	Active	currency 1	-203	528.0	NaN	NaN	464323.50	NaN	NaN	Consumer credit	-16	NaN
3	215354	5714465	Active	currency 1	-203	NaN	NaN	NaN	90000.00	NaN	NaN	Credit card	-16	NaN
4	215354	5714466	Active	currency 1	-629	1197.0	NaN	77674.5	2700000.00	NaN	NaN	Consumer credit	-21	NaN
5	215354	5714467	Active	currency 1	-273	27460.0	NaN	0.0	180000.00	71017.38	108982.62	Credit card	-31	NaN
6	215354	5714468	Active	currency 1	-43	79.0	NaN	0.0	42103.80	42103.80	0.00	Consumer credit	-22	NaN
7	162297	5714469	Closed	currency 1	-1896	-1684.0	-1710.0	14985.0	76878.45	0.00	0.00	Consumer credit	-1710	NaN
8	162297	5714470	Closed	currency 1	-1146	-811.0	-840.0	0.0	103007.70	0.00	0.00	Consumer credit	-840	NaN
9	162297	5714471	Active	currency 1	-1146	-484.0	NaN	0.0	4500.00	0.00	0.00	Credit card	-690	NaN

	SK_ID_CURR	SK_ID_BUREAU	CREDIT_ACTIVE	CREDIT_CURRENCY	DAYS_CREDIT	DAYS_CREDIT_ENDDATE	DAYS_ENDDATE_FACT	AMT_CREDIT_MAX_OVERDUE	AMT_CREDIT_SUM	AMT_CREDIT_SUM_DEBT	AMT_CREDIT_SUM_LIMIT	CREDIT_TYPE	DAYS_CREDIT_UPDATE	AMT_ANNUITY
1716418	433007	5057708	Closed	currency 1	-1389	-1299.0	-1299.0	0.0	334158.435	0.0	0.0	Consumer credit	-1299	NaN
1716419	352790	5057718	Closed	currency 1	-1808	-1596.0	-1625.0	8100.0	28248.840	0.0	0.0	Consumer credit	-1625	NaN
1716420	352790	5057725	Closed	currency 1	-99	-83.0	-98.0	NaN	27000.000	0.0	0.0	Consumer credit	-18	NaN
1716421	375755	5057734	Closed	currency 1	-1335	-1152.0	-1152.0	NaN	195408.000	0.0	NaN	Consumer credit	-1139	NaN
1716422	375755	5057742	Closed	currency 1	-2648	31129.0	-189.0	NaN	202500.000	0.0	NaN	Credit card	-109	NaN
1716423	259355	5057750	Active	currency 1	-44	-30.0	NaN	0.0	11250.000	11250.0	0.0	Microloan	-19	NaN
1716424	100044	5057754	Closed	currency 1	-2648	-2433.0	-2493.0	5476.5	38130.840	0.0	0.0	Consumer credit	-2493	NaN
1716425	100044	5057762	Closed	currency 1	-1809	-1628.0	-970.0	NaN	15570.000	NaN	NaN	Consumer credit	-967	NaN
1716426	246829	5057770	Closed	currency 1	-1878	-1513.0	-1513.0	NaN	36000.000	0.0	0.0	Consumer credit	-1508	NaN
1716427	246829	5057778	Closed	currency 1	-463	NaN	-387.0	NaN	22500.000	0.0	NaN	Microloan	-387	NaN

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample